Analysis Of Online Learning Behavior Based On Data Mining

The development of internet technology has also fostered the development of education,and brings people into the era of "Internet+education".Online learning,online work,online discussion and other diverse learning methods through network have also been accepted by more and more people.Online learning is generally refers to the online learning behavior through the online learning platform,which breaks the limitations of time and space in traditional teaching methods,and gives learners agreat deal of convenience and freedom.But there are still many problems.Most of the learning platforms are simply pushed into learning content,without considering the differences between students.As for learners,there are too many learning resources with complex structure to extract what they really need.Therefore it is necessary to analyze the online learning behavior and apply it to the online learning system for the learners to have some guidance and promotion of onlinelearning.At present,the methods of analyzing the behavior of online learning are semantic analysis,data mining and statistical analysis.This paper establishes a model of onlinelearning behavior analysis including data sets,behavior analysis mechanisms and personalized recommendations,collects and analyzes the data of learning behavior by using data mining method,and finally realizes the individuality of learning content of the recommendations,optimized the mechanism of online learning and the user's learning experience.The main work is as followed:1.This paper introduces the domestic and foreign research status of online learning behavior analysis and data mining technology,and expounds the research background of this paper,and discusses the practical use and significance of learning behavior mining.2.Making a deep understanding of the concepts and characteristics of online learning behavior and the process and algorithm of data mining technology,and studing how toconstruct an efficient and reliable online learning behavior analysis model3.Analyzing the influencing factors and analysis strategies of the online learning behavior,and constructed the learning object model and the learning behavior model respectively on this basis.Finally designs a reasonable and feasible mining method.4.Based on the analysis model of learning behavior,build a personalized learning system based on learning behavior mining,and implement each module,including the acquisition and preprocessing of learning behavior data,the design and development of the learning platform,and to make the personalized recommendations of learning resources based on the results of data mining.Finally,evaluate and analysis this system,and make suggestions to teachers to improve the quality of teaching and to students to adjust learning behavior.